{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "688d971d-fcab-41b5-b88b-c686c74935ac",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium<br>\n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");<br>\n",
    "you may not use this file except in compliance with the License.<br>\n",
    "You may obtain a copy of the License at<br>\n",
    "    http://www.apache.org/licenses/LICENSE-2.0<br>\n",
    "Unless required by applicable law or agreed to in writing, software<br>\n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,<br>\n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.<br>\n",
    "See the License for the specific language governing permissions and<br>\n",
    "limitations under the License.<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6ae75bf",
   "metadata": {},
   "source": [
    "# AutoencoderKL\n",
    "\n",
    "This demo is a toy example of how to use MONAI's `AutoencoderKL` class. In particular, it uses\n",
    "the Autoencoder with a Kullback-Leibler regularisation as implemented by Rombach et. al [1]. The autoencoder was originally implemented by Kingma et al. [2]. \n",
    "\n",
    "[1] Rombach et. al \"High-Resolution Image Synthesis with Latent Diffusion Models\" https://arxiv.org/pdf/2112.10752.pdf<br>\n",
    "[2] Kingma, D. P., & Welling, M. (2014). Auto-Encoding Variational Bayes. CoRR, abs/1312.6.\n",
    "\n",
    "\n",
    "\n",
    "This tutorial was based on:\n",
    "\n",
    "[Registration Mednist](https://github.com/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb)\n",
    "\n",
    "[Mednist Tutorial](https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2caa73e1",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c942c848",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[tqdm]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76b639ff",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "350736c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil\n",
    "import time\n",
    "import tempfile\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "from monai import transforms\n",
    "from monai.apps import MedNISTDataset\n",
    "from monai.config import print_config\n",
    "from monai.data import DataLoader, Dataset\n",
    "from monai.networks.layers import Act\n",
    "from monai.utils import first, set_determinism\n",
    "from torch.nn import L1Loss\n",
    "from monai.losses import PatchAdversarialLoss, PerceptualLoss\n",
    "from monai.networks.nets import AutoencoderKL, PatchDiscriminator\n",
    "from monai.utils.misc import ensure_tuple\n",
    "\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e3aacc9",
   "metadata": {},
   "source": [
    "## Setup a data directory"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c821bb6",
   "metadata": {},
   "source": [
    "Specify a `MONAI_DATA_DIRECTORY` variable, where the data will be downloaded. If not\n",
    "specified a temporary directory will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dbad31d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmp84mwb3ce\n"
     ]
    }
   ],
   "source": [
    "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n",
    "root_dir = tempfile.mkdtemp() if directory is None else directory\n",
    "print(root_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7964212-f198-4f5e-b564-452dbf23e9fd",
   "metadata": {},
   "source": [
    "## Set deterministic training for reproducibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c9552991",
   "metadata": {},
   "outputs": [],
   "source": [
    "set_determinism(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cb6282d",
   "metadata": {},
   "source": [
    "## Description of data and download the training set"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3f33076-768d-44a9-b28b-b9a0332243e7",
   "metadata": {},
   "source": [
    "We used the \"hand\" category in the MedNIST dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "83d59e68",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MedNIST.tar.gz: 59.0MB [00:01, 43.8MB/s]                                                                                                                                                                                                                                                                   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 17:32:06,408 - INFO - Downloaded: /tmp/tmp84mwb3ce/MedNIST.tar.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 17:32:06,500 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
      "2024-09-05 17:32:06,501 - INFO - Writing into directory: /tmp/tmp84mwb3ce.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:16<00:00, 2897.60it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-09-05 17:32:27,771 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
      "2024-09-05 17:32:27,771 - INFO - File exists: /tmp/tmp84mwb3ce/MedNIST.tar.gz, skipped downloading.\n",
      "2024-09-05 17:32:27,771 - INFO - Non-empty folder exists in /tmp/tmp84mwb3ce/MedNIST, skipped extracting.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:01<00:00, 2972.78it/s]\n"
     ]
    }
   ],
   "source": [
    "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n",
    "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "537e5eb9-ff25-4014-9cf9-f6b8b31c8ffc",
   "metadata": {},
   "source": [
    "## Prepare dataloaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "049ef46f-639f-47fa-903f-a3a799cb859a",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"Hand\"]\n",
    "val_datalist = [{\"image\": item[\"image\"]} for item in val_data.data if item[\"class_name\"] == \"Hand\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c477aa1-f089-4db2-845b-68dfd0ad3d02",
   "metadata": {},
   "source": [
    "We apply the following transforms:\n",
    "1. `LoadImaged`: to load the images\n",
    "2. `EnsureChannelFirst`: to make sure a channel is added on the first dimension\n",
    "3. `ScaleIntensityRanged`: scale intensity between 0 and 1\n",
    "4. `RandAffined`: we apply random affine transformations, including rotations, translations and scaling to augment the dataset\n",
    "\n",
    "On validation, we do not augment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "19a05912-5688-4736-a006-2972af6eafce",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_size = 64\n",
    "all_transforms = [\n",
    "    transforms.LoadImaged(keys=[\"image\"]),\n",
    "    transforms.EnsureChannelFirstd(keys=[\"image\"]),\n",
    "    transforms.ScaleIntensityRanged(keys=[\"image\"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True),\n",
    "    transforms.RandAffined(\n",
    "        keys=[\"image\"],\n",
    "        rotate_range=[(-np.pi / 36, np.pi / 36), (-np.pi / 36, np.pi / 36)],\n",
    "        translate_range=[(-1, 1), (-1, 1)],\n",
    "        scale_range=[(-0.05, 0.05), (-0.05, 0.05)],\n",
    "        spatial_size=[image_size, image_size],\n",
    "        padding_mode=\"zeros\",\n",
    "        prob=0.5,\n",
    "    ),\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89ca0e40-c7c0-49bb-b2ae-572c2c87e637",
   "metadata": {},
   "source": [
    "Define datasets and dataloaders:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5058363b-2963-4eda-ae67-c4bf40ede8f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ds = Dataset(data=train_datalist, transform=transforms.Compose(all_transforms))\n",
    "train_loader = DataLoader(train_ds, batch_size=8, shuffle=True, num_workers=2, persistent_workers=True)\n",
    "val_ds = Dataset(data=val_datalist, transform=transforms.Compose(all_transforms[:-1]))\n",
    "val_loader = DataLoader(val_ds, batch_size=8, shuffle=True, num_workers=2, persistent_workers=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e3d936d",
   "metadata": {},
   "source": [
    "### Visualise examples from the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ebeb6144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot 3 examples from the training set\n",
    "check_data = first(train_loader)\n",
    "fig, ax = plt.subplots(nrows=1, ncols=3)\n",
    "for image_n in range(3):\n",
    "    ax[image_n].imshow(check_data[\"image\"][image_n, 0, :, :], cmap=\"gray\")\n",
    "    ax[image_n].axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "083aea1b",
   "metadata": {},
   "source": [
    "## Define the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8cc39247-388c-4671-936b-8c9b96310567",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cuda\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(f\"Using {device}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86b34ad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = AutoencoderKL(\n",
    "    spatial_dims=2,\n",
    "    in_channels=1,\n",
    "    out_channels=1,\n",
    "    channels=(128, 256, 384),\n",
    "    latent_channels=8,\n",
    "    num_res_blocks=1,\n",
    "    norm_num_groups=32,\n",
    "    attention_levels=(False, False, True),\n",
    ")\n",
    "model.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "671ad579",
   "metadata": {},
   "outputs": [],
   "source": [
    "discriminator = PatchDiscriminator(\n",
    "    spatial_dims=2,\n",
    "    num_layers_d=3,\n",
    "    channels=64,\n",
    "    in_channels=1,\n",
    "    out_channels=1,\n",
    "    kernel_size=4,\n",
    "    activation=(Act.LEAKYRELU, {\"negative_slope\": 0.2}),\n",
    "    norm=\"BATCH\",\n",
    "    bias=False,\n",
    "    padding=1,\n",
    ")\n",
    "discriminator.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb5f1bc-dcc6-4a1d-b9c0-a3d87d4044e3",
   "metadata": {},
   "source": [
    "## Network losses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff6fca9d-a642-4caf-a661-b3eca53ff937",
   "metadata": {},
   "source": [
    "Kingma et al. [2] trained the autoencoder on a reconstruction (L1 or L2 loss) and a Kullback-Leibler loss comparing the latent representation to a Normal distribution. In [1], Rombach et al. add perceptual and aversarial losses to improve the reconstruction quality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f259580",
   "metadata": {},
   "outputs": [],
   "source": [
    "perceptual_loss = PerceptualLoss(spatial_dims=2, network_type=\"alex\")\n",
    "perceptual_loss.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f39cfd6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer_g = torch.optim.Adam(params=model.parameters(), lr=1e-4)\n",
    "optimizer_d = torch.optim.Adam(params=discriminator.parameters(), lr=5e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b0656065",
   "metadata": {},
   "outputs": [],
   "source": [
    "l1_loss = L1Loss()\n",
    "adv_loss = PatchAdversarialLoss(criterion=\"least_squares\")\n",
    "adv_weight = 0.01\n",
    "perceptual_weight = 0.001"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66041923",
   "metadata": {},
   "source": [
    "## Model Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ea9e0a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 0/100:recons loss: 0.023390,gen_loss: 0.292826,disc_loss: 0.244051\n",
      "epoch 10/100:recons loss: 0.019977,gen_loss: 0.293877,disc_loss: 0.246095\n",
      "epoch 20/100:recons loss: 0.017823,gen_loss: 0.290595,disc_loss: 0.242387\n",
      "epoch 30/100:recons loss: 0.016301,gen_loss: 0.300653,disc_loss: 0.239462\n",
      "epoch 40/100:recons loss: 0.016317,gen_loss: 0.324037,disc_loss: 0.241039\n",
      "epoch 50/100:recons loss: 0.014776,gen_loss: 0.304615,disc_loss: 0.231920\n",
      "epoch 60/100:recons loss: 0.015453,gen_loss: 0.371261,disc_loss: 0.216630\n",
      "epoch 70/100:recons loss: 0.015820,gen_loss: 0.381722,disc_loss: 0.214916\n",
      "epoch 80/100:recons loss: 0.015885,gen_loss: 0.387530,disc_loss: 0.217283\n",
      "epoch 90/100:recons loss: 0.015494,gen_loss: 0.402209,disc_loss: 0.207687\n",
      "train completed, total time: 5108.975979089737.\n"
     ]
    }
   ],
   "source": [
    "kl_weight = 1e-6\n",
    "max_epochs = 100\n",
    "print_every = 10\n",
    "val_interval = 25\n",
    "epoch_recon_loss_list = []\n",
    "epoch_gen_loss_list = []\n",
    "epoch_disc_loss_list = []\n",
    "val_recon_epoch_loss_list = []\n",
    "intermediary_images = []\n",
    "n_example_images = 4\n",
    "\n",
    "total_start = time.time()\n",
    "for epoch in range(max_epochs):\n",
    "    model.train()\n",
    "    discriminator.train()\n",
    "    epoch_loss = 0\n",
    "    gen_epoch_loss = 0\n",
    "    disc_epoch_loss = 0\n",
    "    for batch in train_loader:\n",
    "        images = batch[\"image\"].to(device)\n",
    "        optimizer_g.zero_grad(set_to_none=True)\n",
    "        reconstruction, z_mu, z_sigma = model(images)\n",
    "        recons_loss = l1_loss(reconstruction.float(), images.float())\n",
    "        kl_loss = 0.5 * torch.sum(z_mu.pow(2) + z_sigma.pow(2) - torch.log(z_sigma.pow(2)) - 1, dim=[1, 2, 3])\n",
    "        kl_loss = torch.sum(kl_loss) / kl_loss.shape[0]\n",
    "        logits_fake = discriminator(reconstruction.contiguous().float())[-1]\n",
    "        p_loss = perceptual_loss(reconstruction.float(), images.float())\n",
    "        generator_loss = adv_loss(logits_fake, target_is_real=True, for_discriminator=False)\n",
    "        loss_g = recons_loss + kl_weight * kl_loss + perceptual_weight * p_loss + adv_weight * generator_loss\n",
    "\n",
    "        loss_g.backward()\n",
    "        optimizer_g.step()\n",
    "\n",
    "        # Discriminator part\n",
    "        optimizer_d.zero_grad(set_to_none=True)\n",
    "\n",
    "        logits_fake = discriminator(reconstruction.contiguous().detach())[-1]\n",
    "        loss_d_fake = adv_loss(logits_fake, target_is_real=False, for_discriminator=True)\n",
    "        logits_real = discriminator(images.contiguous().detach())[-1]\n",
    "        loss_d_real = adv_loss(logits_real, target_is_real=True, for_discriminator=True)\n",
    "        discriminator_loss = (loss_d_fake + loss_d_real) * 0.5\n",
    "\n",
    "        loss_d = adv_weight * discriminator_loss\n",
    "\n",
    "        loss_d.backward()\n",
    "        optimizer_d.step()\n",
    "\n",
    "        epoch_loss += recons_loss.item()\n",
    "        gen_epoch_loss += generator_loss.item()\n",
    "        disc_epoch_loss += discriminator_loss.item()\n",
    "\n",
    "    epoch_recon_loss_list.append(epoch_loss / len(train_loader))\n",
    "    epoch_gen_loss_list.append(gen_epoch_loss / len(train_loader))\n",
    "    epoch_disc_loss_list.append(disc_epoch_loss / len(train_loader))\n",
    "\n",
    "    if epoch % print_every == 0:\n",
    "        msgs = [\n",
    "            f\"epoch {epoch:d}/{max_epochs:d}:\",\n",
    "            f\"recons loss: {epoch_recon_loss_list[-1]:4f},\"\n",
    "            f\"gen_loss: {epoch_gen_loss_list[-1]:4f},\"\n",
    "            f\"disc_loss: {epoch_disc_loss_list[-1]:4f}\",\n",
    "        ]\n",
    "        print(\"\".join(msgs))\n",
    "\n",
    "    if (epoch + 1) % val_interval == 0:\n",
    "        model.eval()\n",
    "        val_loss = 0\n",
    "        with torch.no_grad():\n",
    "            for val_step, batch in enumerate(val_loader):\n",
    "                images = batch[\"image\"].to(device)\n",
    "                reconstruction, _, _ = model(images)\n",
    "\n",
    "                # get the first sammple from the first validation batch for visualisation\n",
    "                # purposes\n",
    "                if val_step == 1:\n",
    "                    intermediary_images.append(reconstruction[:n_example_images, 0])\n",
    "\n",
    "                recons_loss = l1_loss(reconstruction.float(), images.float())\n",
    "\n",
    "                val_loss += recons_loss.item()\n",
    "\n",
    "        val_loss /= len(val_loader)\n",
    "        val_recon_epoch_loss_list.append(val_loss)\n",
    "\n",
    "total_time = time.time() - total_start\n",
    "print(f\"train completed, total time: {total_time}.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f17a5406",
   "metadata": {},
   "source": [
    "## Evaluate the training\n",
    "### Visualise the loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2a7e9061",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn-v0_8\")\n",
    "plt.title(\"Learning Curves\", fontsize=20)\n",
    "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_recon_loss_list, color=\"C0\", linewidth=2.0, label=\"Train\")\n",
    "plt.plot(\n",
    "    np.linspace(val_interval, max_epochs, int(max_epochs / val_interval)),\n",
    "    val_recon_epoch_loss_list,\n",
    "    color=\"C1\",\n",
    "    linewidth=2.0,\n",
    "    label=\"Validation\",\n",
    ")\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.xlabel(\"Epochs\", fontsize=16)\n",
    "plt.ylabel(\"Loss\", fontsize=16)\n",
    "plt.legend(prop={\"size\": 14})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e2cc5b87",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %%\n",
    "plt.title(\"Adversarial Training Curves\", fontsize=20)\n",
    "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_gen_loss_list, color=\"C0\", linewidth=2.0, label=\"Generator\")\n",
    "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_disc_loss_list, color=\"C1\", linewidth=2.0, label=\"Discriminator\")\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.xlabel(\"Epochs\", fontsize=16)\n",
    "plt.ylabel(\"Loss\", fontsize=16)\n",
    "plt.legend(prop={\"size\": 14})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c4701ac",
   "metadata": {},
   "source": [
    "### Visualise some reconstruction images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8adf85ac",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot every evaluation as a new line and example as columns\n",
    "val_samples = np.linspace(val_interval, max_epochs, int(max_epochs / val_interval))\n",
    "fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True)\n",
    "ax = ensure_tuple(ax)\n",
    "for image_n in range(len(val_samples)):\n",
    "    reconstructions = torch.reshape(intermediary_images[image_n], (64 * n_example_images, 64)).T\n",
    "    ax[image_n].imshow(reconstructions.cpu(), cmap=\"gray\")\n",
    "    ax[image_n].set_xticks([])\n",
    "    ax[image_n].set_yticks([])\n",
    "    ax[image_n].set_ylabel(f\"Epoch {val_samples[image_n]:.0f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fd170679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %%\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n",
    "ax[0].axis(\"off\")\n",
    "ax[0].title.set_text(\"Input Image\")\n",
    "ax[1].imshow(reconstruction[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n",
    "ax[1].axis(\"off\")\n",
    "ax[1].title.set_text(\"Reconstruction\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ffdc149",
   "metadata": {},
   "source": [
    "### Cleanup data directory\n",
    "\n",
    "Remove directory if a temporary was used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd57125a",
   "metadata": {},
   "outputs": [],
   "source": [
    "if directory is None:\n",
    "    shutil.rmtree(root_dir)"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "formats": "auto:light,ipynb",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
